{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ipython notebook demo. `jupyter` is strongly recommended to install"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.pylab as pylab\n",
    "import matplotlib.cm as cm\n",
    "import Image\n",
    "%matplotlib inline\n",
    "caffe_root = '../../'\n",
    "import sys\n",
    "sys.path.insert(0, caffe_root + 'python')\n",
    "import caffe\n",
    "data_root = '../../data/sk506/'\n",
    "test_dir = data_root+'test/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plot_single_scale(scale_lst, size):\n",
    "    pylab.rcParams['figure.figsize'] = size, size/2\n",
    "    plt.figure()\n",
    "    for i in range(0, len(scale_lst)):\n",
    "        s=plt.subplot(1,5,i+1)\n",
    "        plt.imshow(scale_lst[i], cmap = cm.Greys)\n",
    "        s.set_xticklabels([])\n",
    "        s.set_yticklabels([])\n",
    "        s.yaxis.set_ticks_position('none')\n",
    "        s.xaxis.set_ticks_position('none')\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "image file name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "img_file_name = '121.jpg'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "img_file_name = '121.jpg'\n",
    "img = Image.open(test_dir+img_file_name)\n",
    "img = np.array(img, dtype=np.float32)\n",
    "img = img[:,:,::-1]\n",
    "img -= np.array((104.00698793,116.66876762,122.67891434))\n",
    "img = img.transpose((2,0,1))\n",
    "caffe.set_mode_gpu()\n",
    "caffe.set_device(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT4AAAGRCAYAAAD8ct8LAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfAEBAY1DIL6AgIDG4f8Aw+/APro5eZEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f864019d7d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAC1CAYAAABCiAlAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nA7Diud/wA6MgAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85b0a02210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model_root = './'\n",
    "net = caffe.Net(model_root+'deploy.prototxt','sk506_it14k.caffemodel', caffe.TEST)\n",
    "# shape for input (data blob is N x C x H x W), set data\n",
    "net.blobs['data'].reshape(1, *img.shape)\n",
    "net.blobs['data'].data[...] = img\n",
    "# run net and take argmax for prediction\n",
    "net.forward()\n",
    "up8w = net.params['upsample-8'][0].data\n",
    "up8b = net.params['upsample-8'][1].data\n",
    "blobs = net.blobs\n",
    "out2 = net.blobs['dsn2-out'].data[0][0,:,:]\n",
    "out3 = net.blobs['dsn3-out'].data[0][0,:,:]\n",
    "out4 = net.blobs['dsn4-out'].data[0][0,:,:]\n",
    "out5 = net.blobs['dsn5-out'].data[0][0,:,:]\n",
    "fuse = net.blobs['fuse-out'].data[0][0,:,:]\n",
    "fuse_full = net.blobs['fuse-out'].data[0][:,:,:]\n",
    "#fuse = net.blobs['sigmoid-fuse'].data[0][0,:,:]\n",
    "scale_lst = [fuse]\n",
    "plot_single_scale(scale_lst, 22)\n",
    "scale_lst = [out2, out3, out4, out5, fuse]\n",
    "plot_single_scale(scale_lst, 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAC1CAYAAABCiAlAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85b0186ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scale_lst = [np.squeeze(fuse_full[0,:,:]), np.squeeze(fuse_full[1,:,:]), np.squeeze(fuse_full[2,:,:]), \\\n",
    "             np.squeeze(fuse_full[3,:,:]),np.squeeze(fuse_full[4,:,:])]\n",
    "plot_single_scale(scale_lst, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "___\n",
    "##  Jupyter is a good tool for scientifical programming, debug and visualization\n",
    "\n",
    "### support *Markdown*\n",
    "#### unordered list:\n",
    "* markdown markup1\n",
    "* markdown markup2\n",
    "\n",
    "#### ordered list:\n",
    "1. I'm zk\n",
    "2. Your are beautiful\n",
    "\n",
    "### and **Latex**\n",
    "$$f(x) = \\sum_i=0^i=100 x_i$$\n",
    "\n",
    "You can embed images:\n",
    "![](http://7xn7wz.com1.z0.glb.clouddn.com/DeepSkeleton.png?imageView2/2/w/800)\n",
    "\n",
    "And plot curve"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f85b0869cd0>]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAE4CAYAAAAAS2QdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nUhX6/0LjgioYZ5IyAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85b09b7590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(0,100)\n",
    "y = x**2 \n",
    "plt.plot(x, y, 'r--')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
